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J. Sciammarelli

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Conference Open access Sep 2026

Empirical Analysis of Small Language Model Quantization for CPU-Only Cloud Infrastructure

This study identifies the “sweet spot” for local and restricted-resource AI deployment, proving that aggressive quantization of SLMs enables real-time, scalable AI performance on general-purpose hardware without the necessity for dedicated GPU acceleration.

J. Sciammarelli · 0 citations

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